Recognition on QuickDraw Image Space
76.1Top-1 AccuracySupervised
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SupervisedBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 76.1 | 91.3 | |
| Ours-(L)Backbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 71.9 | 89.7 | |
| BYOLBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 66.8 | 85.8 | |
| MoCoBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 65.7 | 85.1 | |
| SimCLRBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 65.5 | 85.1 | |
| CMCBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 63.6 | 83.9 | |
| CPCBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 54.3 | 79 | |
| RotationBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 53.5 | 78.7 | |
| JigsawBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 46.9 | 71.5 | |
| ContextBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 44.6 | 69.2 | |
| Deep ClusterBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 39.4 | 62.7 | |
| Auto-EncoderBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 26.4 | 48.1 | |
| RandomBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.03 | 15.5 | 26.2 |